AI Visibility Scorecard
GMP
Monitoring for AI engine activity
In the Engagemii AEO index
48
AI Naming Predictability
iNamed sometimes · 48/100
?
AEO Visibility
iNot scored · -/10
40
Muse Index Score
iAI agent readiness
Transactable · 40/100
0
AI Adoption
iNone detected · 0/100
About GMP
from our crawl and measurement
GMP Publications FDA Handbooks at gmppublications.com is a business whose own site puts it this way: "GMP Publications, 21 CFR, Food and Drug Regulations, Medical Device Regulations, QMS, 21 CFR 210 211, 21 CFR Part 820, FDA, Trusted pharmaceutical GMP reference guides and regulatory."
Our crawl found structured data on the page (Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
Off-page authority
How the web signals your brand to AI
Backlinks
-
Not yet measured.
Domain Authority
-
Not yet measured.
Reference Presence
-
Not yet measured.
News & Press
-
Not yet measured.
Community
-
Not yet measured.
Social Mentions
-
Not yet measured.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them.
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What is AEO? The beginner's guide to Answer Engine Optimization
ChatGPT answered 200 million questions last month. Google's AI Overviews are showing up on millions of searches. Claude is running research for entire teams. The question isn't whether AI will shape how people find information. It already has.
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Source & Attribution
Scored by Engagemii. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/21cfrpart58
Cite this score: Engagemii (2026). "AEO Score for GMP." Retrieved from https://engagemii.com/aeo/brands/21cfrpart58
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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